I believe the given problem lies within the broad domain of object detection and instance segmentation. Since we need to detect and classify the type of structure(s) present and also be able to generate a closed-polygon around the object of interest.
Based on the annotation data available:
Mask_RCNN, a state-of-the-art object detection and segmentation method. Reference [https://github.com/matterport/Mask_RCNN]semantically segment the object of interest(s). Please find the kaggle link [https://www.kaggle.com/avasalya/segmentation], for semantic segmentation approach.I noticed, annotation data doesn't contain bounding box of the object of interest, therefore I will first extract closed-bounding box from the given segmentation polygon coordinates using OpenCV library.
The input images are huge in size and due to GPU limitations, input images needs to be resized/scaled down to handle batch_size of atleast 2.
I have created a SatelliteDataset Class to load, process, scale the given dataset and also to generate mask images.
The corresponding mask image has same (H x W x C) as resize-colored image and the number of channels C corresponds to the total no of object polygons present within each frame.
There are 4 classes in total, namely ('Bg', 'Houses', 'Buildings', 'Sheds/Garages')
Since our images are huge and many of the object of interest are very small, therefore I have selected RPN (region proposal network) anchor scale range as (8, 16, 32, 64, 128). This range should be able to identify both small and huge objects.
The datasets were randomly divided using Sklearn library.
Losses used within Mask RCNN, all losses had default starting value of 1.
I have trained and tested the Mask_RCNN base-model with the following variations of hyper-parameters using TensorFlow 1.5:
Since our dataset is small and the number of object of interest are huge (in some samples total no of instances are more than 600). We have possible issue of overtfitting, which can be seen in the validation loss curves. (see section EVALUATION [block 9 onwards])
Class and Mask losses. Doing a sanity check, this is however understandable since our dataset is small and there is a huge class imbalance.Within all 5 versions as mentioned above, I have tried to address the issue by tuning hyper-parameters. V5 (this notebook) has the most promising result.
The mean APs on all validation dataset samples is 0.44 which is acceptable, however addressing overtfitting issue can considerably improve the performance.
The Precision-Recall with AP@50 is 0.3.
Please go through section EVALUATION for further results/figures.
The trained model is tested on 9 (non annotated) samples which were not part of training and validation datasets.
The output of the model is json file with the following format.
{'filename':file_name,
'labels': [{'name': label_name, 'annotations': [{'id':some_unique_integer_id, 'segmentation':[x,y,x,y,x,y....]}
....] }
....]
}I believe, the problem of overtfitting needs to be addressed thoroughly. However it is difficult to address it with the small size of given dataset and GPU constraint.
Moreoever, in the given dataset, there is a huge class imbalance problem, especially with the class sheds/garages. In most samples, the no of instances are in the ratio (approximate) of 5:10:1 (houses:buildings:garages)
Since the input images are huge in size, both the Kaggle and Google colab can't handle batch size of more than 2, even after resizing the images to (512, 512). lowering further will reduce the resolution and hence more difficult to extract relevant features.
I believe, having access to a powerful GPU is essential.
In future iterations, given enough time and resources, I would try the following to improve the performance.
To minimize Class imbalance issue, replace simple dataset split by k-fold stratified cross validation.
Add batch normalization to the already existing model.
Add several data augmentation, since the dataset is small.
One way to increase the number of samples is by spliting each full sized image into 9*9 grids and add zero padding wherever required. This will elevate two important issues.
class and mask losses, without changing anchor scales.Another method, replace default L2 regularization of Mask RCNN with elastic regularization (L1 + L2) or even the dropout regularization.
Also, increaing the iterations per epoch and total number of epochs during the training and the validation steps.
import os
import re
import sys
import cv2
import time
import math
import random
import datetime
import pandas as pd
import numpy as np
import matplotlib
import matplotlib.pyplot as plt
import tensorflow as tf
from sklearn.model_selection import train_test_split
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint8 = np.dtype([("qint8", np.int8, 1)])
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint8 = np.dtype([("quint8", np.uint8, 1)])
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint16 = np.dtype([("qint16", np.int16, 1)])
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_quint16 = np.dtype([("quint16", np.uint16, 1)])
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
_np_qint32 = np.dtype([("qint32", np.int32, 1)])
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.
np_resource = np.dtype([("resource", np.ubyte, 1)])
# keras 2.1.0 and 2.1.5 works, otherwise reinstall
!pip show keras
Name: Keras Version: 2.1.5 Summary: Deep Learning for humans Home-page: https://github.com/keras-team/keras Author: Francois Chollet Author-email: francois.chollet@gmail.com License: MIT Location: /home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages Requires: scipy, pyyaml, six, numpy Required-by:
# clone incubit satellite challenge data repository
if not os.path.isdir('data'):
!git clone https://www.github.com/avasalya/data.git
# clone Mask RCNN repository
if not os.path.isdir('Mask_RCNN'):
!git clone https://www.github.com/avasalya/Mask_RCNN.git
Cloning into 'data'... warning: redirecting to https://github.com/avasalya/data.git/ remote: Enumerating objects: 3, done. remote: Counting objects: 100% (3/3), done. remote: Compressing objects: 100% (3/3), done. remote: Total 164 (delta 0), reused 3 (delta 0), pack-reused 161 Receiving objects: 100% (164/164), 409.51 MiB | 23.40 MiB/s, done. Checking out files: 100% (154/154), done. Cloning into 'Mask_RCNN'... warning: redirecting to https://github.com/avasalya/Mask_RCNN.git/ remote: Enumerating objects: 64, done. remote: Counting objects: 100% (64/64), done. remote: Compressing objects: 100% (45/45), done. remote: Total 1020 (delta 35), reused 45 (delta 19), pack-reused 956 Receiving objects: 100% (1020/1020), 125.41 MiB | 21.59 MiB/s, done. Resolving deltas: 100% (597/597), done.
# Root directory of the model
ROOT_DIR = 'Mask_RCNN'
sys.path.append(ROOT_DIR) # To find local version of the library
# Import Mask RCNN modules
from mrcnn.config import Config
from mrcnn import utils
import mrcnn.model as modellib
from mrcnn import visualize
from mrcnn.model import log
from IPython import get_ipython
get_ipython().run_line_magic('matplotlib', 'inline')
# Directory to save logs and trained model
MODEL_DIR = os.path.join(ROOT_DIR, "logs")
# Local path to trained weights file
COCO_MODEL_PATH = os.path.join(ROOT_DIR, "mask_rcnn_coco.h5")
# Download COCO trained weights from Releases if needed
if not os.path.exists(COCO_MODEL_PATH):
utils.download_trained_weights(COCO_MODEL_PATH)
# add tensorboard to visualize logs later
%load_ext tensorboard
%reload_ext tensorboard
logdir = os.path.join("logs", datetime.datetime.now().strftime("%Y%m%d-%H%M%S"))
tensorboard_callback = tf.keras.callbacks.TensorBoard(logdir, histogram_freq=1)
# define classes
class_names = ['BG', 'Houses', 'Buildings', 'Sheds/Garages']
# create training and testing sets
# data directory path
DATA_DIR = 'data'
RGB_DIR = os.path.join(DATA_DIR, 'raw')
totalSamples = os.listdir(RGB_DIR) # read all samples
train_indices, valid_indices = train_test_split(totalSamples, test_size = 0.30)
eval_indices = os.listdir(os.path.join(DATA_DIR, 'eval'))
print('check random sample to see if loaded correctly: {}'.format(random.choice(train_indices)))
The tensorboard module is not an IPython extension. check random sample to see if loaded correctly: 8_5.png Using TensorFlow backend.
# Class to read and create masks
class SatelliteDataset(utils.Dataset):
"""The dataset consists of three classes:
(Houses, Buildings, Sheds/Garages)
"""
def load_sample(self, samples, dataset, scaled=False, scaled_to=50, show_fig=True):
"""load the requested number of images.
count: number of images to generate.
scaled: whether to resize image or not.
scaled_to: percentage to resize the image.
"""
# Add classes
self.add_class("shapes", 1, "Houses")
self.add_class("shapes", 2, "Buildings")
self.add_class("shapes", 3, "Sheds/Garages")
# pick samples randomly
self.samples = random.sample(range(0, len(dataset)), samples)
# MAIN Loop
for image_id, sample in enumerate(self.samples):
# resize images
frame_id = dataset[sample]
self.imagePath = os.path.join(RGB_DIR, frame_id)
self.image, self.width, self.height = self.scale_image(plt.imread(self.imagePath),
scaled=scaled,
scaled_to=scaled_to)
# make copy of image
image = self.image.copy()
# record polygons class their bounding boxes and areas
shapes = []
boxes = []
areas = []
list_vertices = []
# read polygon annotations
data = pd.read_json(self.imagePath.replace('raw', 'annotations').replace('png', 'png-annotated.json'))
for shape in range(len(data.labels)):
# print('found {} {}'.format(len(data.labels[shape]['annotations']), data.labels[shape]['name']))
# iterate thorough each polygons
for poly in range(len(data.labels[shape]['annotations'])):
# get vertices of polygons (house, building, garage)
vertices = np.array(data.labels[shape]['annotations'][poly]['segmentation'], np.int32)
vertices = vertices.reshape((-1,1,2))
# draw polygons on scaled image
if scaled == True:
scaled_vertices = []
for v in range(len(vertices)):
scaled_vertices.append(int(vertices[v][0][0] * scaled_to / 100)) #x
scaled_vertices.append(int(vertices[v][0][1] * scaled_to / 100)) #y
vertices = np.array(scaled_vertices).reshape((-1,1,2))
# draw polygons on scaled image to create segmentation
image, color, bbox, area = self.draw_polygons(image,
vertices,
shape,
draw_bbox=False)
# same length as total polygons
boxes.append(bbox)
areas.append(area)
shapes.append((data.labels[shape]['name'], color, bbox))
list_vertices.append(vertices)
# Pick random background color
bg_color = np.array([random.randint(0, 255) for _ in range(3)])
# collect all necessary data
self.add_image("shapes", image_id=image_id, path=self.imagePath,
width=self.width, height=self.height,
bg_color=bg_color, shapes=shapes, list_vertices=list_vertices, image=self.image.copy())
# Apply non-max suppression wit 0.3 threshold to avoid shapes covering each other
keep_ixs = utils.non_max_suppression(np.array(boxes), np.arange(len(boxes)), 0.3)
shapes = [s for i, s in enumerate(shapes) if i in keep_ixs]
# create mask for each instances
mask, class_ids = self.load_mask(image_id)
if show_fig == True:
fig=plt.figure(figsize=(12,8), dpi= 100, facecolor='w', edgecolor='k')
plt.imshow((image* 255).astype(np.uint8))
plt.show()
# return boxes, areas, shapes
def scale_image(self, image, scaled=False, scaled_to=50):
"""scale original image to speed-up training
"""
if scaled == True:
#calculate the 50 percent of original dimensions
width = int(image.shape[1] * scaled_to / 100)
height = int(image.shape[0] * scaled_to / 100)
# if input image is too big, resize it
dsize = (width, height)
new_image = cv2.resize(image, dsize, interpolation = cv2.INTER_CUBIC)
# print("resized image from {} to {}".format(image.shape, new_image.shape))
else:
new_image = image
return new_image, new_image.shape[0], new_image.shape[1]
def draw_polygons(self, image, vertices, shape, draw_bbox=True):
color = tuple([random.randint(0, 255) for _ in range(3)])
# draw segmented polygon
image = cv2.drawContours(image, [vertices], contourIdx= 0, color=color, thickness= -1)
# compute the bounding boxes from instance masks
rect = cv2.minAreaRect(vertices)
bbox = cv2.boxPoints(rect)
bbox = np.int0(bbox)
# coordinates of bounding box
top_left = np.min(bbox, axis=0)#x1,y1
bottom_right = np.max(bbox, axis=0)#,x2,y2
# plot bounding box
if draw_bbox:
image = cv2.drawContours(image, [bbox] , 0, color, 2)
# get area of bounding box
area = cv2.contourArea(vertices)
return image, color, tuple(list(np.append(top_left, bottom_right))), area
def load_mask(self, image_id):
"""Generate instance masks for shapes of the given image ID.
"""
info = self.image_info[image_id]
shapes = info['shapes']
list_vertices = info['list_vertices']
total_instances = len(shapes)
# create empty mask
mask = np.zeros([ self.width, self.height, total_instances], dtype=np.uint8)
# fill each channel with an annotated polygon
for i, (shape, _, dims) in enumerate(shapes):
mask[...,i:i+1] = cv2.drawContours(mask[...,i:i+1].copy(), [list_vertices[i]], contourIdx= 0, color=1, thickness= -1)
# Handle occlusions
occlusion = np.logical_not(mask[:, :, -1]).astype(np.uint8)
for i in range(total_instances-2, -1, -1):
mask[:, :, i] = mask[:, :, i] * occlusion
occlusion = np.logical_and(occlusion, np.logical_not(mask[:, :, i]))
# Map class names to class IDs.
class_ids = np.array([class_names.index(s[0]) for s in shapes])
return mask.astype(np.bool), class_ids.astype(np.int32)
def load_image(self, image_id):
"""This function loads the image from a file using,
same sample as generated using method `load_sample`
"""
image = self.image_info[image_id]['image']
image = (image* 255).astype(np.uint8)
return image
def image_reference(self, image_id):
"""Return the shapes data of the image."""
info = self.image_info[image_id]
if info["source"] == "shapes":
return info["shapes"]
else:
super(self.__class__).image_reference(self, image_id)
# its slow due to resizing and creating mask channels per polygon (instances)
# for each sample
start_train = time.time()
# Training dataset
print('loading training dataset...')
dataset_train = SatelliteDataset()
dataset_train.load_sample(len(train_indices),
train_indices, scaled=True, scaled_to=30, show_fig=False)
dataset_train.prepare()
# Validation dataset
print('loading validation dataset...')
dataset_val = SatelliteDataset()
dataset_val.load_sample(len(valid_indices),
valid_indices, scaled=True, scaled_to=30, show_fig=False)
dataset_val.prepare()
end_train = time.time()
minutes = round((end_train - start_train) / 60, 2)
print(f'datasets loaded in {minutes} minutes')
loading training dataset... num_classes 4 class_ids [0 1 2 3] class names ['BG', 'Houses', 'Buildings', 'Sheds/Garages'] total samples 50 loading validation dataset... num_classes 4 class_ids [0 1 2 3] class names ['BG', 'Houses', 'Buildings', 'Sheds/Garages'] total samples 22 datasets loaded in 2.06 minutes
# verify dataset
print('verifying random sample from the loaded dataset..')
# Load and display random sample from training dataset
image_id = random.choice(dataset_train.image_ids)
print('image ID', image_id)
print('image path', dataset_train.image_info[image_id]['path'])
image = dataset_train.load_image(image_id)
mask, class_ids = dataset_train.load_mask(image_id)
visualize.display_top_masks(image, mask, class_ids, dataset_train.class_names)
# Display image and additional stats
bbox = utils.extract_bboxes(mask)
log("image", image)
log("mask", mask)
log("class_ids", class_ids)
log("bbox", bbox)
# print('image annotated data', dataset_train.image_reference(image_id))
# Display image and instances
visualize.display_instances(image, bbox, mask, class_ids, dataset_train.class_names)
verifying random sample from the loaded dataset.. image ID 5 image path data/raw/4_0.png
image shape: (518, 471, 3) min: 0.00000 max: 255.00000 uint8 mask shape: (518, 471, 251) min: 0.00000 max: 1.00000 bool class_ids shape: (251,) min: 1.00000 max: 3.00000 int32 bbox shape: (251, 4) min: 0.00000 max: 518.00000 int32
class SatelliteConfig(Config):
"""Configuration for training on the satellite dataset.
"""
# Give the configuration a recognizable name
NAME = "shapes"
# Train on 1 GPU and 8 images per GPU. We can put multiple images on each
# GPU because the images are small. Batch size is 8 (GPUs * images/GPU).
GPU_COUNT = 1
IMAGES_PER_GPU = 2
# Number of classes (including background)
NUM_CLASSES = 1 + 3 # background + 3 shapes
# Use small images for faster training. Set the limits of the small side
# the large side, and that determines the image shape.
# NOTE: Exception: Image size must be dividable by 2 at least 6 times to
# avoid fractions when downscaling and upscaling.
# For example, use 256, 320, 384, 448, 512, ... etc.
IMAGE_MIN_DIM = 512
IMAGE_MAX_DIM = 512
# Use smaller anchors because our image and objects are small
RPN_ANCHOR_SCALES = (8, 16, 32, 64, 128) # anchor side in pixels
# Reduce training ROIs per image because the images are small and have
# few objects. Aim to allow ROI sampling to pick 33% positive ROIs.
TRAIN_ROIS_PER_IMAGE = 200
# Use a large epoch since the data is complex
STEPS_PER_EPOCH = 1000
# Number of validation steps to run at the end of every training epoch.
# A bigger number improves accuracy of validation stats, but slows
# down the training.
# use small validation steps since the epoch is small
VALIDATION_STEPS = 50
# Learning rate
# The Mask RCNN paper uses lr=0.02, but on TensorFlow it causes
# weights to explode. Likely due to differences in optimizer
# implementation.
LEARNING_RATE = 0.001
config = SatelliteConfig()
config.display()
Configurations:
BACKBONE resnet101
BACKBONE_STRIDES [4, 8, 16, 32, 64]
BATCH_SIZE 2
BBOX_STD_DEV [0.1 0.1 0.2 0.2]
COMPUTE_BACKBONE_SHAPE None
DETECTION_MAX_INSTANCES 100
DETECTION_MIN_CONFIDENCE 0.7
DETECTION_NMS_THRESHOLD 0.3
FPN_CLASSIF_FC_LAYERS_SIZE 1024
GPU_COUNT 1
GRADIENT_CLIP_NORM 5.0
IMAGES_PER_GPU 2
IMAGE_CHANNEL_COUNT 3
IMAGE_MAX_DIM 512
IMAGE_META_SIZE 16
IMAGE_MIN_DIM 512
IMAGE_MIN_SCALE 0
IMAGE_RESIZE_MODE square
IMAGE_SHAPE [512 512 3]
LEARNING_MOMENTUM 0.9
LEARNING_RATE 0.001
LOSS_WEIGHTS {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}
MASK_POOL_SIZE 14
MASK_SHAPE [28, 28]
MAX_GT_INSTANCES 100
MEAN_PIXEL [123.7 116.8 103.9]
MINI_MASK_SHAPE (56, 56)
NAME shapes
NUM_CLASSES 4
POOL_SIZE 7
POST_NMS_ROIS_INFERENCE 1000
POST_NMS_ROIS_TRAINING 2000
PRE_NMS_LIMIT 6000
ROI_POSITIVE_RATIO 0.33
RPN_ANCHOR_RATIOS [0.5, 1, 2]
RPN_ANCHOR_SCALES (8, 16, 32, 64, 128)
RPN_ANCHOR_STRIDE 1
RPN_BBOX_STD_DEV [0.1 0.1 0.2 0.2]
RPN_NMS_THRESHOLD 0.7
RPN_TRAIN_ANCHORS_PER_IMAGE 256
STEPS_PER_EPOCH 1000
TOP_DOWN_PYRAMID_SIZE 256
TRAIN_BN False
TRAIN_ROIS_PER_IMAGE 200
USE_MINI_MASK True
USE_RPN_ROIS True
VALIDATION_STEPS 50
WEIGHT_DECAY 0.0001
model = modellib.MaskRCNN(mode="training", config=config,
model_dir=MODEL_DIR)
# pick pre-trained model weights
# init_with = 'imagenet' # coco
# pick last weight
init_with = 'last'
if init_with == "imagenet":
model.load_weights(model.get_imagenet_weights(), by_name=True)
elif init_with == "coco":
model.load_weights(COCO_MODEL_PATH, by_name=True,
exclude=["mrcnn_class_logits", "mrcnn_bbox_fc",
"mrcnn_bbox", "mrcnn_mask"])
elif init_with == "last":
# Load the last model you trained and continue training
model.load_weights(model.find_last(), by_name=True)
Re-starting from epoch 131
# Initially train only 'heads' layers for 50 epochs
# Futher train-finetune ResNet stage 4 onward layers for another 50 epochs
# finally train all layers for another 30 epochs
start_train = time.time()
# Training - Stage 1
# Train the head branches
print("Training network heads")
model.train(dataset_train, dataset_val,
learning_rate=config.LEARNING_RATE,
epochs=50,
layers='heads')
# Training - Stage 2
# Finetune layers from ResNet stage 4 onward layers
print("Fine tune Resnet stage 4 and up")
model.train(dataset_train, dataset_val,
learning_rate=config.LEARNING_RATE,
epochs=100,
layers='4+')
# Training - Stage 3
# Fine tune all layers
print("Fine tune all layers")
model.train(dataset_train, dataset_val,
learning_rate=config.LEARNING_RATE / 10,
epochs=131,
layers='all')
end_train = time.time()
minutes = round((end_train - start_train) / 60, 2)
print(f'total training took {minutes} minutes')
Training network heads
Starting at epoch 0. LR=0.001
Checkpoint Path: logs/shapes20210312T1344/mask_rcnn_shapes_{epoch:04d}.h5
Selecting layers to train
fpn_c5p5 (Conv2D)
fpn_c4p4 (Conv2D)
fpn_c3p3 (Conv2D)
fpn_c2p2 (Conv2D)
fpn_p5 (Conv2D)
fpn_p2 (Conv2D)
fpn_p3 (Conv2D)
fpn_p4 (Conv2D)
In model: rpn_model
rpn_conv_shared (Conv2D)
rpn_class_raw (Conv2D)
rpn_bbox_pred (Conv2D)
mrcnn_mask_conv1 (TimeDistributed)
mrcnn_mask_bn1 (TimeDistributed)
mrcnn_mask_conv2 (TimeDistributed)
mrcnn_mask_bn2 (TimeDistributed)
mrcnn_class_conv1 (TimeDistributed)
mrcnn_class_bn1 (TimeDistributed)
mrcnn_mask_conv3 (TimeDistributed)
mrcnn_mask_bn3 (TimeDistributed)
mrcnn_class_conv2 (TimeDistributed)
mrcnn_class_bn2 (TimeDistributed)
mrcnn_mask_conv4 (TimeDistributed)
mrcnn_mask_bn4 (TimeDistributed)
mrcnn_bbox_fc (TimeDistributed)
mrcnn_mask_deconv (TimeDistributed)
mrcnn_class_logits (TimeDistributed)
mrcnn_mask (TimeDistributed)
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/tensorflow/python/ops/gradients_impl.py:108: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.
"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/engine/training.py:2087: UserWarning: Using a generator with `use_multiprocessing=True` and multiple workers may duplicate your data. Please consider using the`keras.utils.Sequence class.
UserWarning('Using a generator with `use_multiprocessing=True`'
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
Epoch 1/10
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
2/150 [..............................] - ETA: 56:35 - loss: 7.1058 - rpn_class_loss: 1.8949 - rpn_bbox_loss: 2.4776 - mrcnn_class_loss: 1.2739 - mrcnn_bbox_loss: 1.0750 - mrcnn_mask_loss: 0.3846 /home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
5/150 [>.............................] - ETA: 22:49 - loss: 6.6847 - rpn_class_loss: 1.7298 - rpn_bbox_loss: 2.2686 - mrcnn_class_loss: 0.6346 - mrcnn_bbox_loss: 1.4702 - mrcnn_mask_loss: 0.5815/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
6/150 [>.............................] - ETA: 19:04 - loss: 6.4328 - rpn_class_loss: 1.6042 - rpn_bbox_loss: 2.2325 - mrcnn_class_loss: 0.6422 - mrcnn_bbox_loss: 1.3591 - mrcnn_mask_loss: 0.5947/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
7/150 [>.............................] - ETA: 16:23 - loss: 6.4315 - rpn_class_loss: 1.5594 - rpn_bbox_loss: 2.2038 - mrcnn_class_loss: 0.7544 - mrcnn_bbox_loss: 1.3072 - mrcnn_mask_loss: 0.6067/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
9/150 [>.............................] - ETA: 12:50 - loss: 6.3285 - rpn_class_loss: 1.4467 - rpn_bbox_loss: 2.2142 - mrcnn_class_loss: 0.7920 - mrcnn_bbox_loss: 1.2468 - mrcnn_mask_loss: 0.6288/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
13/150 [=>............................] - ETA: 8:55 - loss: 5.9259 - rpn_class_loss: 1.2214 - rpn_bbox_loss: 2.1734 - mrcnn_class_loss: 0.7319 - mrcnn_bbox_loss: 1.1498 - mrcnn_mask_loss: 0.6494/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
16/150 [==>...........................] - ETA: 7:17 - loss: 5.6582 - rpn_class_loss: 1.1364 - rpn_bbox_loss: 2.0772 - mrcnn_class_loss: 0.6690 - mrcnn_bbox_loss: 1.1170 - mrcnn_mask_loss: 0.6586/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
18/150 [==>...........................] - ETA: 6:29 - loss: 5.4550 - rpn_class_loss: 1.0691 - rpn_bbox_loss: 2.0091 - mrcnn_class_loss: 0.6301 - mrcnn_bbox_loss: 1.0830 - mrcnn_mask_loss: 0.6637/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
21/150 [===>..........................] - ETA: 5:34 - loss: 5.2429 - rpn_class_loss: 1.0105 - rpn_bbox_loss: 1.9266 - mrcnn_class_loss: 0.5872 - mrcnn_bbox_loss: 1.0514 - mrcnn_mask_loss: 0.6673/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
23/150 [===>..........................] - ETA: 5:09 - loss: 5.1475 - rpn_class_loss: 0.9796 - rpn_bbox_loss: 1.8818 - mrcnn_class_loss: 0.5758 - mrcnn_bbox_loss: 1.0401 - mrcnn_mask_loss: 0.6702/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
26/150 [====>.........................] - ETA: 4:39 - loss: 5.0432 - rpn_class_loss: 0.9462 - rpn_bbox_loss: 1.8419 - mrcnn_class_loss: 0.5581 - mrcnn_bbox_loss: 1.0237 - mrcnn_mask_loss: 0.6734/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
27/150 [====>.........................] - ETA: 4:42 - loss: 5.0189 - rpn_class_loss: 0.9388 - rpn_bbox_loss: 1.8315 - mrcnn_class_loss: 0.5531 - mrcnn_bbox_loss: 1.0217 - mrcnn_mask_loss: 0.6738/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
29/150 [====>.........................] - ETA: 4:31 - loss: 4.9731 - rpn_class_loss: 0.9166 - rpn_bbox_loss: 1.8118 - mrcnn_class_loss: 0.5552 - mrcnn_bbox_loss: 1.0154 - mrcnn_mask_loss: 0.6742/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
30/150 [=====>........................] - ETA: 4:23 - loss: 4.9375 - rpn_class_loss: 0.9036 - rpn_bbox_loss: 1.8002 - mrcnn_class_loss: 0.5515 - mrcnn_bbox_loss: 1.0081 - mrcnn_mask_loss: 0.6741/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
31/150 [=====>........................] - ETA: 4:35 - loss: 4.9052 - rpn_class_loss: 0.8949 - rpn_bbox_loss: 1.7861 - mrcnn_class_loss: 0.5483 - mrcnn_bbox_loss: 1.0009 - mrcnn_mask_loss: 0.6750/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
32/150 [=====>........................] - ETA: 4:29 - loss: 4.8779 - rpn_class_loss: 0.8907 - rpn_bbox_loss: 1.7722 - mrcnn_class_loss: 0.5457 - mrcnn_bbox_loss: 0.9937 - mrcnn_mask_loss: 0.6757/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
33/150 [=====>........................] - ETA: 4:30 - loss: 4.8370 - rpn_class_loss: 0.8803 - rpn_bbox_loss: 1.7545 - mrcnn_class_loss: 0.5395 - mrcnn_bbox_loss: 0.9868 - mrcnn_mask_loss: 0.6759/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
35/150 [======>.......................] - ETA: 4:14 - loss: 4.7815 - rpn_class_loss: 0.8649 - rpn_bbox_loss: 1.7311 - mrcnn_class_loss: 0.5311 - mrcnn_bbox_loss: 0.9778 - mrcnn_mask_loss: 0.6766/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
36/150 [======>.......................] - ETA: 4:13 - loss: 4.7569 - rpn_class_loss: 0.8549 - rpn_bbox_loss: 1.7198 - mrcnn_class_loss: 0.5338 - mrcnn_bbox_loss: 0.9712 - mrcnn_mask_loss: 0.6773/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
38/150 [======>.......................] - ETA: 4:03 - loss: 4.6957 - rpn_class_loss: 0.8356 - rpn_bbox_loss: 1.6922 - mrcnn_class_loss: 0.5304 - mrcnn_bbox_loss: 0.9601 - mrcnn_mask_loss: 0.6775/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
40/150 [=======>......................] - ETA: 3:59 - loss: 4.6455 - rpn_class_loss: 0.8146 - rpn_bbox_loss: 1.6697 - mrcnn_class_loss: 0.5336 - mrcnn_bbox_loss: 0.9497 - mrcnn_mask_loss: 0.6779/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
42/150 [=======>......................] - ETA: 3:48 - loss: 4.6077 - rpn_class_loss: 0.7967 - rpn_bbox_loss: 1.6522 - mrcnn_class_loss: 0.5393 - mrcnn_bbox_loss: 0.9413 - mrcnn_mask_loss: 0.6783/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
43/150 [=======>......................] - ETA: 3:46 - loss: 4.5962 - rpn_class_loss: 0.7952 - rpn_bbox_loss: 1.6511 - mrcnn_class_loss: 0.5335 - mrcnn_bbox_loss: 0.9378 - mrcnn_mask_loss: 0.6786/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
44/150 [=======>......................] - ETA: 3:40 - loss: 4.5826 - rpn_class_loss: 0.7929 - rpn_bbox_loss: 1.6451 - mrcnn_class_loss: 0.5313 - mrcnn_bbox_loss: 0.9346 - mrcnn_mask_loss: 0.6788/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
45/150 [========>.....................] - ETA: 3:34 - loss: 4.5625 - rpn_class_loss: 0.7871 - rpn_bbox_loss: 1.6349 - mrcnn_class_loss: 0.5310 - mrcnn_bbox_loss: 0.9303 - mrcnn_mask_loss: 0.6791/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
47/150 [========>.....................] - ETA: 3:28 - loss: 4.5230 - rpn_class_loss: 0.7766 - rpn_bbox_loss: 1.6189 - mrcnn_class_loss: 0.5270 - mrcnn_bbox_loss: 0.9214 - mrcnn_mask_loss: 0.6791/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
48/150 [========>.....................] - ETA: 3:25 - loss: 4.5019 - rpn_class_loss: 0.7697 - rpn_bbox_loss: 1.6096 - mrcnn_class_loss: 0.5266 - mrcnn_bbox_loss: 0.9169 - mrcnn_mask_loss: 0.6790/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
49/150 [========>.....................] - ETA: 3:20 - loss: 4.4809 - rpn_class_loss: 0.7624 - rpn_bbox_loss: 1.6016 - mrcnn_class_loss: 0.5239 - mrcnn_bbox_loss: 0.9140 - mrcnn_mask_loss: 0.6789/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
50/150 [=========>....................] - ETA: 3:22 - loss: 4.4622 - rpn_class_loss: 0.7546 - rpn_bbox_loss: 1.5935 - mrcnn_class_loss: 0.5234 - mrcnn_bbox_loss: 0.9116 - mrcnn_mask_loss: 0.6792/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
51/150 [=========>....................] - ETA: 3:19 - loss: 4.4424 - rpn_class_loss: 0.7498 - rpn_bbox_loss: 1.5857 - mrcnn_class_loss: 0.5201 - mrcnn_bbox_loss: 0.9078 - mrcnn_mask_loss: 0.6791/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
52/150 [=========>....................] - ETA: 3:14 - loss: 4.4223 - rpn_class_loss: 0.7437 - rpn_bbox_loss: 1.5755 - mrcnn_class_loss: 0.5193 - mrcnn_bbox_loss: 0.9046 - mrcnn_mask_loss: 0.6792/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
54/150 [=========>....................] - ETA: 3:09 - loss: 4.3879 - rpn_class_loss: 0.7330 - rpn_bbox_loss: 1.5615 - mrcnn_class_loss: 0.5164 - mrcnn_bbox_loss: 0.8977 - mrcnn_mask_loss: 0.6793/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
55/150 [==========>...................] - ETA: 3:04 - loss: 4.3687 - rpn_class_loss: 0.7264 - rpn_bbox_loss: 1.5535 - mrcnn_class_loss: 0.5144 - mrcnn_bbox_loss: 0.8950 - mrcnn_mask_loss: 0.6794/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
57/150 [==========>...................] - ETA: 3:02 - loss: 4.3358 - rpn_class_loss: 0.7205 - rpn_bbox_loss: 1.5409 - mrcnn_class_loss: 0.5076 - mrcnn_bbox_loss: 0.8875 - mrcnn_mask_loss: 0.6792/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
58/150 [==========>...................] - ETA: 3:03 - loss: 4.3229 - rpn_class_loss: 0.7141 - rpn_bbox_loss: 1.5336 - mrcnn_class_loss: 0.5114 - mrcnn_bbox_loss: 0.8843 - mrcnn_mask_loss: 0.6794/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
60/150 [===========>..................] - ETA: 3:02 - loss: 4.2948 - rpn_class_loss: 0.7069 - rpn_bbox_loss: 1.5196 - mrcnn_class_loss: 0.5118 - mrcnn_bbox_loss: 0.8772 - mrcnn_mask_loss: 0.6793/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
63/150 [===========>..................] - ETA: 2:55 - loss: 4.2575 - rpn_class_loss: 0.6970 - rpn_bbox_loss: 1.5019 - mrcnn_class_loss: 0.5097 - mrcnn_bbox_loss: 0.8693 - mrcnn_mask_loss: 0.6795/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
70/150 [=============>................] - ETA: 2:32 - loss: 4.1736 - rpn_class_loss: 0.6685 - rpn_bbox_loss: 1.4631 - mrcnn_class_loss: 0.5126 - mrcnn_bbox_loss: 0.8510 - mrcnn_mask_loss: 0.6785/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
71/150 [=============>................] - ETA: 2:33 - loss: 4.1624 - rpn_class_loss: 0.6643 - rpn_bbox_loss: 1.4581 - mrcnn_class_loss: 0.5138 - mrcnn_bbox_loss: 0.8477 - mrcnn_mask_loss: 0.6785/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
72/150 [=============>................] - ETA: 2:30 - loss: 4.1503 - rpn_class_loss: 0.6629 - rpn_bbox_loss: 1.4525 - mrcnn_class_loss: 0.5103 - mrcnn_bbox_loss: 0.8464 - mrcnn_mask_loss: 0.6782/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
73/150 [=============>................] - ETA: 2:29 - loss: 4.1359 - rpn_class_loss: 0.6596 - rpn_bbox_loss: 1.4464 - mrcnn_class_loss: 0.5078 - mrcnn_bbox_loss: 0.8443 - mrcnn_mask_loss: 0.6777/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
74/150 [=============>................] - ETA: 2:28 - loss: 4.1259 - rpn_class_loss: 0.6586 - rpn_bbox_loss: 1.4413 - mrcnn_class_loss: 0.5068 - mrcnn_bbox_loss: 0.8416 - mrcnn_mask_loss: 0.6777/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
75/150 [==============>...............] - ETA: 2:27 - loss: 4.1149 - rpn_class_loss: 0.6557 - rpn_bbox_loss: 1.4359 - mrcnn_class_loss: 0.5055 - mrcnn_bbox_loss: 0.8401 - mrcnn_mask_loss: 0.6777/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
77/150 [==============>...............] - ETA: 2:21 - loss: 4.0964 - rpn_class_loss: 0.6508 - rpn_bbox_loss: 1.4256 - mrcnn_class_loss: 0.5064 - mrcnn_bbox_loss: 0.8362 - mrcnn_mask_loss: 0.6774/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
78/150 [==============>...............] - ETA: 2:22 - loss: 4.0854 - rpn_class_loss: 0.6472 - rpn_bbox_loss: 1.4207 - mrcnn_class_loss: 0.5058 - mrcnn_bbox_loss: 0.8343 - mrcnn_mask_loss: 0.6774/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
79/150 [==============>...............] - ETA: 2:20 - loss: 4.0812 - rpn_class_loss: 0.6448 - rpn_bbox_loss: 1.4174 - mrcnn_class_loss: 0.5090 - mrcnn_bbox_loss: 0.8326 - mrcnn_mask_loss: 0.6774/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
82/150 [===============>..............] - ETA: 2:13 - loss: 4.0658 - rpn_class_loss: 0.6381 - rpn_bbox_loss: 1.4098 - mrcnn_class_loss: 0.5132 - mrcnn_bbox_loss: 0.8274 - mrcnn_mask_loss: 0.6773/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
83/150 [===============>..............] - ETA: 2:11 - loss: 4.0594 - rpn_class_loss: 0.6348 - rpn_bbox_loss: 1.4059 - mrcnn_class_loss: 0.5161 - mrcnn_bbox_loss: 0.8252 - mrcnn_mask_loss: 0.6773/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
84/150 [===============>..............] - ETA: 2:09 - loss: 4.0503 - rpn_class_loss: 0.6322 - rpn_bbox_loss: 1.4021 - mrcnn_class_loss: 0.5157 - mrcnn_bbox_loss: 0.8230 - mrcnn_mask_loss: 0.6772/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
88/150 [================>.............] - ETA: 1:58 - loss: 4.0222 - rpn_class_loss: 0.6234 - rpn_bbox_loss: 1.3863 - mrcnn_class_loss: 0.5204 - mrcnn_bbox_loss: 0.8151 - mrcnn_mask_loss: 0.6770/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
89/150 [================>.............] - ETA: 1:58 - loss: 4.0143 - rpn_class_loss: 0.6211 - rpn_bbox_loss: 1.3820 - mrcnn_class_loss: 0.5215 - mrcnn_bbox_loss: 0.8130 - mrcnn_mask_loss: 0.6767/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
90/150 [=================>............] - ETA: 1:55 - loss: 4.0059 - rpn_class_loss: 0.6196 - rpn_bbox_loss: 1.3774 - mrcnn_class_loss: 0.5211 - mrcnn_bbox_loss: 0.8112 - mrcnn_mask_loss: 0.6765/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
92/150 [=================>............] - ETA: 1:51 - loss: 3.9900 - rpn_class_loss: 0.6149 - rpn_bbox_loss: 1.3698 - mrcnn_class_loss: 0.5228 - mrcnn_bbox_loss: 0.8063 - mrcnn_mask_loss: 0.6762/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
93/150 [=================>............] - ETA: 1:49 - loss: 3.9828 - rpn_class_loss: 0.6122 - rpn_bbox_loss: 1.3666 - mrcnn_class_loss: 0.5241 - mrcnn_bbox_loss: 0.8039 - mrcnn_mask_loss: 0.6761/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
94/150 [=================>............] - ETA: 1:49 - loss: 3.9753 - rpn_class_loss: 0.6102 - rpn_bbox_loss: 1.3639 - mrcnn_class_loss: 0.5231 - mrcnn_bbox_loss: 0.8019 - mrcnn_mask_loss: 0.6762/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
95/150 [==================>...........] - ETA: 1:47 - loss: 3.9699 - rpn_class_loss: 0.6082 - rpn_bbox_loss: 1.3603 - mrcnn_class_loss: 0.5251 - mrcnn_bbox_loss: 0.8002 - mrcnn_mask_loss: 0.6760/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
96/150 [==================>...........] - ETA: 1:44 - loss: 3.9637 - rpn_class_loss: 0.6054 - rpn_bbox_loss: 1.3570 - mrcnn_class_loss: 0.5266 - mrcnn_bbox_loss: 0.7987 - mrcnn_mask_loss: 0.6760/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
97/150 [==================>...........] - ETA: 1:42 - loss: 3.9548 - rpn_class_loss: 0.6027 - rpn_bbox_loss: 1.3540 - mrcnn_class_loss: 0.5259 - mrcnn_bbox_loss: 0.7960 - mrcnn_mask_loss: 0.6761/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
98/150 [==================>...........] - ETA: 1:40 - loss: 3.9487 - rpn_class_loss: 0.6006 - rpn_bbox_loss: 1.3513 - mrcnn_class_loss: 0.5268 - mrcnn_bbox_loss: 0.7938 - mrcnn_mask_loss: 0.6761/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
99/150 [==================>...........] - ETA: 1:38 - loss: 3.9434 - rpn_class_loss: 0.5988 - rpn_bbox_loss: 1.3483 - mrcnn_class_loss: 0.5280 - mrcnn_bbox_loss: 0.7922 - mrcnn_mask_loss: 0.6761/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
100/150 [===================>..........] - ETA: 1:36 - loss: 3.9363 - rpn_class_loss: 0.5968 - rpn_bbox_loss: 1.3451 - mrcnn_class_loss: 0.5282 - mrcnn_bbox_loss: 0.7901 - mrcnn_mask_loss: 0.6760/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
101/150 [===================>..........] - ETA: 1:33 - loss: 3.9281 - rpn_class_loss: 0.5948 - rpn_bbox_loss: 1.3416 - mrcnn_class_loss: 0.5278 - mrcnn_bbox_loss: 0.7880 - mrcnn_mask_loss: 0.6758/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
103/150 [===================>..........] - ETA: 1:29 - loss: 3.9102 - rpn_class_loss: 0.5907 - rpn_bbox_loss: 1.3342 - mrcnn_class_loss: 0.5258 - mrcnn_bbox_loss: 0.7840 - mrcnn_mask_loss: 0.6755/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
104/150 [===================>..........] - ETA: 1:27 - loss: 3.9057 - rpn_class_loss: 0.5896 - rpn_bbox_loss: 1.3320 - mrcnn_class_loss: 0.5263 - mrcnn_bbox_loss: 0.7825 - mrcnn_mask_loss: 0.6754/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
105/150 [====================>.........] - ETA: 1:25 - loss: 3.8990 - rpn_class_loss: 0.5880 - rpn_bbox_loss: 1.3278 - mrcnn_class_loss: 0.5265 - mrcnn_bbox_loss: 0.7814 - mrcnn_mask_loss: 0.6753/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
106/150 [====================>.........] - ETA: 1:23 - loss: 3.8912 - rpn_class_loss: 0.5858 - rpn_bbox_loss: 1.3245 - mrcnn_class_loss: 0.5262 - mrcnn_bbox_loss: 0.7797 - mrcnn_mask_loss: 0.6751/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
107/150 [====================>.........] - ETA: 1:23 - loss: 3.8865 - rpn_class_loss: 0.5841 - rpn_bbox_loss: 1.3220 - mrcnn_class_loss: 0.5271 - mrcnn_bbox_loss: 0.7782 - mrcnn_mask_loss: 0.6750/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
108/150 [====================>.........] - ETA: 1:20 - loss: 3.8817 - rpn_class_loss: 0.5822 - rpn_bbox_loss: 1.3192 - mrcnn_class_loss: 0.5282 - mrcnn_bbox_loss: 0.7772 - mrcnn_mask_loss: 0.6749/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
109/150 [====================>.........] - ETA: 1:19 - loss: 3.8760 - rpn_class_loss: 0.5807 - rpn_bbox_loss: 1.3164 - mrcnn_class_loss: 0.5285 - mrcnn_bbox_loss: 0.7755 - mrcnn_mask_loss: 0.6749/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
110/150 [=====================>........] - ETA: 1:17 - loss: 3.8700 - rpn_class_loss: 0.5788 - rpn_bbox_loss: 1.3140 - mrcnn_class_loss: 0.5290 - mrcnn_bbox_loss: 0.7733 - mrcnn_mask_loss: 0.6748/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
114/150 [=====================>........] - ETA: 1:08 - loss: 3.8516 - rpn_class_loss: 0.5740 - rpn_bbox_loss: 1.3029 - mrcnn_class_loss: 0.5322 - mrcnn_bbox_loss: 0.7681 - mrcnn_mask_loss: 0.6743/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
115/150 [======================>.......] - ETA: 1:07 - loss: 3.8453 - rpn_class_loss: 0.5722 - rpn_bbox_loss: 1.2997 - mrcnn_class_loss: 0.5328 - mrcnn_bbox_loss: 0.7665 - mrcnn_mask_loss: 0.6742/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
116/150 [======================>.......] - ETA: 1:05 - loss: 3.8411 - rpn_class_loss: 0.5704 - rpn_bbox_loss: 1.2979 - mrcnn_class_loss: 0.5332 - mrcnn_bbox_loss: 0.7654 - mrcnn_mask_loss: 0.6741/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
117/150 [======================>.......] - ETA: 1:03 - loss: 3.8352 - rpn_class_loss: 0.5700 - rpn_bbox_loss: 1.2960 - mrcnn_class_loss: 0.5314 - mrcnn_bbox_loss: 0.7640 - mrcnn_mask_loss: 0.6739/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
119/150 [======================>.......] - ETA: 58s - loss: 3.8238 - rpn_class_loss: 0.5674 - rpn_bbox_loss: 1.2906 - mrcnn_class_loss: 0.5306 - mrcnn_bbox_loss: 0.7615 - mrcnn_mask_loss: 0.6737 /home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
120/150 [=======================>......] - ETA: 56s - loss: 3.8180 - rpn_class_loss: 0.5652 - rpn_bbox_loss: 1.2876 - mrcnn_class_loss: 0.5314 - mrcnn_bbox_loss: 0.7601 - mrcnn_mask_loss: 0.6737/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
121/150 [=======================>......] - ETA: 54s - loss: 3.8127 - rpn_class_loss: 0.5643 - rpn_bbox_loss: 1.2852 - mrcnn_class_loss: 0.5312 - mrcnn_bbox_loss: 0.7584 - mrcnn_mask_loss: 0.6736/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
122/150 [=======================>......] - ETA: 53s - loss: 3.8079 - rpn_class_loss: 0.5624 - rpn_bbox_loss: 1.2819 - mrcnn_class_loss: 0.5329 - mrcnn_bbox_loss: 0.7572 - mrcnn_mask_loss: 0.6735/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
123/150 [=======================>......] - ETA: 51s - loss: 3.8024 - rpn_class_loss: 0.5619 - rpn_bbox_loss: 1.2797 - mrcnn_class_loss: 0.5320 - mrcnn_bbox_loss: 0.7555 - mrcnn_mask_loss: 0.6733/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
124/150 [=======================>......] - ETA: 49s - loss: 3.7975 - rpn_class_loss: 0.5599 - rpn_bbox_loss: 1.2769 - mrcnn_class_loss: 0.5335 - mrcnn_bbox_loss: 0.7540 - mrcnn_mask_loss: 0.6732/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
125/150 [========================>.....] - ETA: 48s - loss: 3.7936 - rpn_class_loss: 0.5593 - rpn_bbox_loss: 1.2749 - mrcnn_class_loss: 0.5331 - mrcnn_bbox_loss: 0.7532 - mrcnn_mask_loss: 0.6732/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
126/150 [========================>.....] - ETA: 46s - loss: 3.7895 - rpn_class_loss: 0.5580 - rpn_bbox_loss: 1.2720 - mrcnn_class_loss: 0.5341 - mrcnn_bbox_loss: 0.7522 - mrcnn_mask_loss: 0.6732/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
127/150 [========================>.....] - ETA: 44s - loss: 3.7855 - rpn_class_loss: 0.5568 - rpn_bbox_loss: 1.2696 - mrcnn_class_loss: 0.5353 - mrcnn_bbox_loss: 0.7507 - mrcnn_mask_loss: 0.6731/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
128/150 [========================>.....] - ETA: 42s - loss: 3.7806 - rpn_class_loss: 0.5551 - rpn_bbox_loss: 1.2668 - mrcnn_class_loss: 0.5363 - mrcnn_bbox_loss: 0.7494 - mrcnn_mask_loss: 0.6730/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
130/150 [=========================>....] - ETA: 37s - loss: 3.7714 - rpn_class_loss: 0.5520 - rpn_bbox_loss: 1.2620 - mrcnn_class_loss: 0.5375 - mrcnn_bbox_loss: 0.7472 - mrcnn_mask_loss: 0.6727/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
133/150 [=========================>....] - ETA: 31s - loss: 3.7591 - rpn_class_loss: 0.5479 - rpn_bbox_loss: 1.2557 - mrcnn_class_loss: 0.5384 - mrcnn_bbox_loss: 0.7446 - mrcnn_mask_loss: 0.6725/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
135/150 [==========================>...] - ETA: 28s - loss: 3.7506 - rpn_class_loss: 0.5462 - rpn_bbox_loss: 1.2519 - mrcnn_class_loss: 0.5383 - mrcnn_bbox_loss: 0.7422 - mrcnn_mask_loss: 0.6721/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
136/150 [==========================>...] - ETA: 26s - loss: 3.7460 - rpn_class_loss: 0.5442 - rpn_bbox_loss: 1.2495 - mrcnn_class_loss: 0.5392 - mrcnn_bbox_loss: 0.7410 - mrcnn_mask_loss: 0.6721/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
137/150 [==========================>...] - ETA: 24s - loss: 3.7430 - rpn_class_loss: 0.5435 - rpn_bbox_loss: 1.2479 - mrcnn_class_loss: 0.5395 - mrcnn_bbox_loss: 0.7400 - mrcnn_mask_loss: 0.6721/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
140/150 [===========================>..] - ETA: 19s - loss: 3.7311 - rpn_class_loss: 0.5412 - rpn_bbox_loss: 1.2414 - mrcnn_class_loss: 0.5396 - mrcnn_bbox_loss: 0.7372 - mrcnn_mask_loss: 0.6717/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
141/150 [===========================>..] - ETA: 17s - loss: 3.7267 - rpn_class_loss: 0.5403 - rpn_bbox_loss: 1.2389 - mrcnn_class_loss: 0.5392 - mrcnn_bbox_loss: 0.7365 - mrcnn_mask_loss: 0.6717/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
142/150 [===========================>..] - ETA: 15s - loss: 3.7227 - rpn_class_loss: 0.5392 - rpn_bbox_loss: 1.2372 - mrcnn_class_loss: 0.5393 - mrcnn_bbox_loss: 0.7354 - mrcnn_mask_loss: 0.6716/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
143/150 [===========================>..] - ETA: 13s - loss: 3.7192 - rpn_class_loss: 0.5385 - rpn_bbox_loss: 1.2350 - mrcnn_class_loss: 0.5397 - mrcnn_bbox_loss: 0.7344 - mrcnn_mask_loss: 0.6715/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
145/150 [============================>.] - ETA: 9s - loss: 3.7088 - rpn_class_loss: 0.5356 - rpn_bbox_loss: 1.2298 - mrcnn_class_loss: 0.5397 - mrcnn_bbox_loss: 0.7323 - mrcnn_mask_loss: 0.6714 /home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
146/150 [============================>.] - ETA: 7s - loss: 3.7060 - rpn_class_loss: 0.5354 - rpn_bbox_loss: 1.2283 - mrcnn_class_loss: 0.5396 - mrcnn_bbox_loss: 0.7314 - mrcnn_mask_loss: 0.6713/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
148/150 [============================>.] - ETA: 3s - loss: 3.6995 - rpn_class_loss: 0.5337 - rpn_bbox_loss: 1.2249 - mrcnn_class_loss: 0.5401 - mrcnn_bbox_loss: 0.7296 - mrcnn_mask_loss: 0.6713/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
149/150 [============================>.] - ETA: 1s - loss: 3.6952 - rpn_class_loss: 0.5326 - rpn_bbox_loss: 1.2228 - mrcnn_class_loss: 0.5405 - mrcnn_bbox_loss: 0.7281 - mrcnn_mask_loss: 0.6711/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/engine/training.py:2330: UserWarning: Using a generator with `use_multiprocessing=True` and multiple workers may duplicate your data. Please consider using the`keras.utils.Sequence class.
UserWarning('Using a generator with `use_multiprocessing=True`'
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
/home/ash/.local/lib/python3.6/site-packages/skimage/transform/_warps.py:830: FutureWarning: Input image dtype is bool. Interpolation is not defined with bool data type. Please set order to 0 or explicitely cast input image to another data type. Starting from version 0.19 a ValueError will be raised instead of this warning.
order = _validate_interpolation_order(image.dtype, order)
150/150 [==============================] - 369s 2s/step - loss: 3.6923 - rpn_class_loss: 0.5324 - rpn_bbox_loss: 1.2217 - mrcnn_class_loss: 0.5399 - mrcnn_bbox_loss: 0.7273 - mrcnn_mask_loss: 0.6710 - val_loss: 3.1937 - val_rpn_class_loss: 0.3788 - val_rpn_bbox_loss: 0.9628 - val_mrcnn_class_loss: 0.5727 - val_mrcnn_bbox_loss: 0.6271 - val_mrcnn_mask_loss: 0.6522
--------------------------------------------------------------------------- ImportError Traceback (most recent call last) <ipython-input-18-48ea2d7d6ffc> in <module> 11 learning_rate=config.LEARNING_RATE, 12 epochs=10, ---> 13 layers='heads') 14 15 # Training - Stage 2 ~/Mask_RCNN/mrcnn/model.py in train(self, train_dataset, val_dataset, learning_rate, epochs, layers, augmentation, custom_callbacks, no_augmentation_sources) 2376 max_queue_size=100, 2377 workers=workers, -> 2378 use_multiprocessing=True, 2379 ) 2380 self.epoch = max(self.epoch, epochs) ~/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/legacy/interfaces.py in wrapper(*args, **kwargs) 89 warnings.warn('Update your `' + object_name + 90 '` call to the Keras 2 API: ' + signature, stacklevel=2) ---> 91 return func(*args, **kwargs) 92 wrapper._original_function = func 93 return wrapper ~/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/engine/training.py in fit_generator(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch) 2260 break 2261 -> 2262 callbacks.on_epoch_end(epoch, epoch_logs) 2263 epoch += 1 2264 if callback_model.stop_training: ~/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/callbacks.py in on_epoch_end(self, epoch, logs) 75 logs = logs or {} 76 for callback in self.callbacks: ---> 77 callback.on_epoch_end(epoch, logs) 78 79 def on_batch_begin(self, batch, logs=None): ~/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/callbacks.py in on_epoch_end(self, epoch, logs) 454 print('\nEpoch %05d: saving model to %s' % (epoch + 1, filepath)) 455 if self.save_weights_only: --> 456 self.model.save_weights(filepath, overwrite=True) 457 else: 458 self.model.save(filepath, overwrite=True) ~/anaconda3/envs/tf1/lib/python3.6/site-packages/keras/engine/topology.py in save_weights(self, filepath, overwrite) 2602 """ 2603 if h5py is None: -> 2604 raise ImportError('`save_weights` requires h5py.') 2605 # If file exists and should not be overwritten: 2606 if not overwrite and os.path.isfile(filepath): ImportError: `save_weights` requires h5py.
# Typically not needed because callbacks save after every epoch
# Uncomment to save manually
# model_path = os.path.join(MODEL_DIR, "mask_rcnn_satellite_manual.h5")
# model.keras_model.save_weights(model_path)
class InferenceConfig(SatelliteConfig):
GPU_COUNT = 1
IMAGES_PER_GPU = 1
IMAGE_MIN_DIM = 512
IMAGE_MAX_DIM = 512
DETECTION_MIN_CONFIDENCE = 0.2
inference_config = InferenceConfig()
# Recreate the model in inference mode
model = modellib.MaskRCNN(mode="inference",
config=inference_config,
model_dir=MODEL_DIR)
# Get path to saved weights
# Either set a specific path or find last trained weights
# model_path = os.path.join(ROOT_DIR, ".h5 file name here")
model_path = model.find_last()
print('most recent weight', model_path)
# Load trained weights
print("Loading weights from ", model_path)
model.load_weights(model_path, by_name=True)
most recent weight Mask_RCNN/logs/shapes20210312T1707/mask_rcnn_shapes_0131.h5 Loading weights from Mask_RCNN/logs/shapes20210312T1707/mask_rcnn_shapes_0131.h5 Re-starting from epoch 131
def get_ax(rows=1, cols=1, size=8):
"""Return a Matplotlib Axes array to be used in
all visualizations in the notebook. Provide a
central point to control graph sizes.
Change the default size attribute to control the size
of rendered images
"""
_, ax = plt.subplots(rows, cols, figsize=(size*cols, size*rows))
return ax
# load random sample
image_id = random.choice(dataset_val.image_ids)
original_image, image_meta, gt_class_id, gt_bbox, gt_mask = modellib.load_image_gt(dataset_val, inference_config,
image_id, use_mini_mask=False)
log("original_image", original_image)
log("image_meta", image_meta)
log("gt_class_id", gt_class_id)
log("gt_bbox", gt_bbox)
log("gt_mask", gt_mask)
# visualizee ground truth
visualize.display_instances(original_image, gt_bbox, gt_mask, gt_class_id,
dataset_train.class_names, figsize=(15, 15))
original_image shape: (512, 512, 3) min: 0.00000 max: 255.00000 uint8 image_meta shape: (16,) min: 0.00000 max: 518.00000 float64 gt_class_id shape: (120,) min: 1.00000 max: 3.00000 int32 gt_bbox shape: (120, 4) min: 0.00000 max: 512.00000 int32 gt_mask shape: (512, 512, 120) min: 0.00000 max: 1.00000 bool
results = model.detect([original_image], verbose=1)
r = results[0]
# visualize
visualize.display_instances(original_image, r['rois'], r['masks'], r['class_ids'],
dataset_val.class_names, r['scores'],figsize=(15, 15))
Processing 1 images image shape: (512, 512, 3) min: 0.00000 max: 255.00000 uint8 molded_images shape: (1, 512, 512, 3) min: -123.70000 max: 151.10000 float64 image_metas shape: (1, 16) min: 0.00000 max: 512.00000 int64 anchors shape: (1, 65472, 4) min: -0.17712 max: 1.05188 float32
image_ids = np.random.choice(dataset_val.image_ids, len(dataset_val.image_ids))
APs = []
for image_id in image_ids:
# Load image and ground truth data
image, image_meta, gt_class_id, gt_bbox, gt_mask = modellib.load_image_gt(dataset_val, inference_config,
image_id, use_mini_mask=False)
molded_images = np.expand_dims(modellib.mold_image(image, inference_config), 0)
# Run object detection
results = model.detect([image], verbose=0)
r = results[0]
# Compute AP
AP, precisions, recalls, overlaps = utils.compute_ap(gt_bbox, gt_class_id, gt_mask,
r["rois"], r["class_ids"], r["scores"], r['masks'])
APs.append(AP)
print("mAP: ", np.mean(APs))
# visualize precision-recall curve
visualize.plot_precision_recall(AP, precisions, recalls)
mAP: 0.4386357971495798
# To run this command, you will need to copy and paste below line on local system's terminal or otherwise use google colab
!tensorboard --logdir Mask_RCNN/logs/
# read tensorboard screenshots
test_loss = plt.imread('test_loss.png')
train_loss = plt.imread('train_loss.png')
# visualize
fig, ax = plt.subplots(figsize =(20, 10))
plt.imshow(train_loss)
plt.show()
fig, ax = plt.subplots(figsize =(20, 10))
plt.imshow(test_loss)
plt.show()
eval_image = skimage.io.imread(os.path.join(DATA_DIR, 'eval', eval_indices[0]))
predictions = model.detect([eval_image], verbose=0)
pred = predictions[0]
# visualize
visualize.display_instances(eval_image, pred['rois'], pred['masks'], pred['class_ids'],
dataset_val.class_names, pred['scores'],figsize=(8, 8))
import skimage.io
for idx in eval_indices:
eval_img_path = os.path.join(DATA_DIR, 'eval', idx)
eval_image = skimage.io.imread(eval_img_path)
predictions = model.detect([eval_image], verbose=0)
pred = predictions[0]
# visualize
visualize.display_instances(eval_image, pred['rois'], pred['masks'], pred['class_ids'],
dataset_val.class_names, pred['scores'],figsize=(8, 8))
import skimage.io
# function to reshape np.array into list of x1,y1...xn,yn
def vertices_to_list(vertices):
v = []
for i in range(len(vertices)):
v.append(vertices.tolist()[i][0]) #x
v.append(vertices.tolist()[i][1]) #y
return v
# function to retrieve predicted polygon coordinates
def mask_to_json(i, pred):
annotations = {}
annotations["id"] = i
# find coordinates of predicted masks
mask = pred["masks"].astype(np.uint8)[:, :, i]
ret, thresh = cv2.threshold(mask, 0, 255, cv2.THRESH_BINARY)
vertices, hierarchy = cv2.findContours(thresh, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)
vertices = vertices[0].reshape(-1,2)
annotations['segmentation'] = vertices_to_list(vertices)
return annotations
export_data = {} # {fileName, labels}
# iterate and predict through each file in the data/eval
for idx, img in enumerate(eval_indices):
eval_img_path = os.path.join(DATA_DIR, 'eval', img)
export_data['fileName'] = img
eval_image = skimage.io.imread(eval_img_path)
predictions = model.detect([eval_image], verbose=0)
pred = predictions[0]
# for each pred_mask
list_labels = [] # [{class_name, list_annotations}]
annotations_cls1 = [] # [{id, segmentation}]
annotations_cls2 = []
annotations_cls3 = []
for i, class_id in enumerate(pred["class_ids"]):
if class_id == 1:
annotations_cls1.append(mask_to_json(i, pred))
elif class_id == 2:
annotations_cls2.append(mask_to_json(i, pred))
elif class_id == 3:
annotations_cls3.append(mask_to_json(i, pred))
labels = {}
labels['name'] = class_names[1]
labels['annotations'] = annotations_cls1
list_labels.append(labels.copy())
labels['name'] = class_names[2]
labels['annotations'] = annotations_cls2
list_labels.append(labels.copy())
labels['name'] = class_names[3]
labels['annotations'] = annotations_cls3
list_labels.append(labels.copy())
export_data['labels'] = list_labels
# export predicted polygons to json file
import json
export_file = "predicted_output_" + export_data['fileName'] + ".json"
export_file = os.path.join('data', 'eval', export_file)
out = open(export_file, "w")
out.write(json.dumps(export_data))
out.close()
print("exported predicted output of {} to {}".format(export_data['fileName'], export_file))
exported predicted output of 6_6.png to data/eval/predicted_output_6_6.png.json exported predicted output of 6_7.png to data/eval/predicted_output_6_7.png.json exported predicted output of 6_8.png to data/eval/predicted_output_6_8.png.json exported predicted output of 7_6.png to data/eval/predicted_output_7_6.png.json exported predicted output of 7_7.png to data/eval/predicted_output_7_7.png.json exported predicted output of 7_8.png to data/eval/predicted_output_7_8.png.json exported predicted output of 8_6.png to data/eval/predicted_output_8_6.png.json exported predicted output of 8_7.png to data/eval/predicted_output_8_7.png.json exported predicted output of 8_8.png to data/eval/predicted_output_8_8.png.json